Music of the O.C. top of page

Author: Jessica Marx

Date: 02 August 2019

# load packages, install if needed
packages = c(
      "dplyr"
    , "ggplot2"
    , "formattable"
    , "plotly"
    , "RColorBrewer"
    , "scales"
    , "stringr"
    , "tidyr"
    , "ElmeR"
    , "RJDBC"
    , "kableExtra"
    , "wesanderson"
    , "reshape2"
    , "rtweet"
    , "tidytext"
    , "lubridate"
    , "wordcloud"
    , "ggpubr"
    , "ggthemes"
    , "knitrBootstrap"
    , "DT"
    , "MatchIt"
    , "beyonce"
    , "UpSetR"
    , "gganimate"
    , "wordcloud2"
    , "widyr"
    , "ggraph"
    , "igraph"
    , "aod"
    , "corrplot"
    , "ROCR"
    , "InformationValue"
    , "car"
    , "glmnet"
    , "caret"
    , "kernlab"
    , "pdp"
    , "rpart.plot"
    , "rpart"
    , "e1071"
    )

package.check <- lapply(packages, FUN = function(x) {
  if (!require(x, character.only = TRUE)) {
    install.packages(x, dependencies = TRUE)
    library(x, character.only = TRUE)
  }
})


options(scipen= 999)
theme_set(theme_minimal(base_size = 9, base_family = "Roboto"))

#functions!

#round 
round.to <- function(x, b) {
  round(x/b)*b
}

#odds to probability
odds.to.prob <- function(odds) {
  odds/(1 + odds) 
}

#log odds to probability 
logit2prob <- function(logit){
  odds <- exp(logit)
  prob <- odds / (1 + odds)
  return(prob)
}

#convert to a range
range01 <- function(x){
  (x-min(x))/(max(x)-min(x))
}

#function to get vector of color values from RColorBrewer
get_hex_values <- function(pal) {
    brewer.pal(brewer.pal.info[pal, "maxcolors"], pal)
}
paired_cols <- get_hex_values(pal = "Paired")

Most Frequently Played Artists

By Season

Block Party, Death Cab, Youth Group, Zero 7, Sufjan Stevens, and M. Craft are the only artists to span 3 seasons.

Artist Country of Origin

Genres

---
output:
  html_notebook:
    code_folding: hide
    toc: false
    toc_float: true
    toc_depth: 5
    number_sections: false
    
---
<style type="text/css">

body {
  font-size: 12pt;
  font-family: "Roboto", sans-serif;
}

th {
    background-color: #a6cee3;
    color: black;
    font-size: 10pt;
    font-family: "Roboto", sans-serif;
    text-align: left;
    <!-- margin-left: auto; -->
    <!-- margin-right: auto; -->
    <!-- padding-top: 25px; -->
  }

td {  /* Table  */
  font-size: 10pt;
  <!-- text-align: center; -->
  font-family: "Roboto", sans-serif;
  <!-- padding-top: 25px; -->
}

h1 {
  font-size: 16pt;
  font-family: "Oswald", sans-serif;
}
  
h2 {
  font-size: 14pt;
  font-family: "Oswald", sans-serif;
  <!-- color: #1f78b4; -->
  font-family: "Oswald", sans-serif;
}

h3 {
  font-size: 14pt;
  font-family: "Oswald", sans-serif;
  }
  
h4 {
  font-size: 12pt;
  font-family: "Oswald", sans-serif;
}
h5 {
  font-size: 12pt;
  font-family: "Oswald", sans-serif;
}
a {
  color: #1f78b4;
  font-size: 12pt;
  font-family: "Oswald", sans-serif;
}


.sidenav {
  height: 100%;
  width: 200px;
  position: fixed;
  z-index: 1;
  top: 0;
  left: 0;
  background-color: #a6cee3;
  overflow-x: hidden;
  padding-top: 20px;
}

.sidenav a {
  padding: 6px 8px 6px 16px;
  text-decoration: none;
  font-size: 18pt;
  <!-- font-weight: bolder; -->
  font-family: "Oswald", sans-serif;
  color: #FFFFFF;
  display: block;
  text-align: center;
}

.center {
  display: block;
  margin-left: auto;
  margin-right: auto;
  width: 100%;
}

.sidenav a:hover {
  color: #f1f1f1;
}

.main {
  margin-left: 200px; /* Same as the width of the sidenav */

}
.main-container {
  max-width: 1400px;
  margin-left: auto;
  margin-right: auto;
  padding: 25px
}
  /*padding: 0px 5px; */
}

@media screen and (max-height: 450px) {
  .sidenav {padding-top: 15px;}
  .sidenav a {font-size: 18px;}
}
</style>

<!-- TITLE INFO  -->

<div class="sidenav">
  <a href="#about">Music of the O.C.</a>
  <img src="/Users/c89v/Documents/Fun/oc.jpg" alt="" width=180px class="center"/>
  <a href="#top"> <font face="Roboto" size="2" color= "#1f78b4"> top of page </font></a>
</div>

<!-- CONTENT STARTS HERE  -->

<div class="main">
<div class="body">

##Author: __<font color="#1f78b4">Jessica Marx</font>__

##Date: __<font color="#1f78b4"; font size="3">`r format(Sys.time(), "%d %B %Y")`</font>__

```{r setup, include=FALSE}

knitr::opts_chunk$set(echo = TRUE, message = FALSE, warning = FALSE)

```

```{r package, message = FALSE, warning = FALSE}
# load packages, install if needed
packages = c(
      "dplyr"
    , "ggplot2"
    , "formattable"
    , "plotly"
    , "RColorBrewer"
    , "scales"
    , "stringr"
    , "tidyr"
    , "ElmeR"
    , "RJDBC"
    , "kableExtra"
    , "wesanderson"
    , "reshape2"
    , "rtweet"
    , "tidytext"
    , "lubridate"
    , "wordcloud"
    , "ggpubr"
    , "ggthemes"
    , "knitrBootstrap"
    , "DT"
    , "MatchIt"
    , "beyonce"
    , "UpSetR"
    , "gganimate"
    , "wordcloud2"
    , "widyr"
    , "ggraph"
    , "igraph"
    , "aod"
    , "corrplot"
    , "ROCR"
    , "InformationValue"
    , "car"
    , "glmnet"
    , "caret"
    , "kernlab"
    , "pdp"
    , "rpart.plot"
    , "rpart"
    , "e1071"
    )

package.check <- lapply(packages, FUN = function(x) {
  if (!require(x, character.only = TRUE)) {
    install.packages(x, dependencies = TRUE)
    library(x, character.only = TRUE)
  }
})


options(scipen= 999)
theme_set(theme_minimal(base_size = 9, base_family = "Roboto"))
```

```{r functions}

#functions!

#round 
round.to <- function(x, b) {
  round(x/b)*b
}

#odds to probability
odds.to.prob <- function(odds) {
  odds/(1 + odds) 
}

#log odds to probability 
logit2prob <- function(logit){
  odds <- exp(logit)
  prob <- odds / (1 + odds)
  return(prob)
}

#convert to a range
range01 <- function(x){
  (x-min(x))/(max(x)-min(x))
}

#function to get vector of color values from RColorBrewer
get_hex_values <- function(pal) {
	brewer.pal(brewer.pal.info[pal, "maxcolors"], pal)
}
paired_cols <- get_hex_values(pal = "Paired")


```

##Most Frequently Played Artists 

```{r}

oc_songs %>% 
  drop_na() %>% 
  filter(Artist %in% top$Artist) %>% 
  group_by(Artist) %>% 
  count() %>% 
  arrange(desc(n)) %>% 
  head(30) %>% 
  ungroup() %>% 
  mutate(Artist = reorder(Artist, -n)) %>% 
  plot_ly(
    x = ~Artist,
    y = ~n,
    type = "bar",
    color = ~Artist,
    # colors = "Paired",
    height = 550,
    width = 900,
    hoverinfo = 'text',
    text = ~paste(
    "Artist:", Artist,
    "<br>Songs Played:", comma(n)
    )
  ) %>% 
  layout(
    showlegend = FALSE,
    #title = "Top 30 Most Frequently Played Artists",
    font = list(family = "Arial"), 
    margin = list(r = 100),
    yaxis = list(title = "Songs Played"), 
    barmode = 'dodge',
    xaxis = list(title = "Artist",
                     tickangle = 30)

)

```

##By Season {.tabset}

Block Party, Death Cab, Youth Group, Zero 7, Sufjan Stevens, and M. Craft are the only artists to span 3 seasons. 

```{r}

oc_songs %>% 
  drop_na() %>% 
  filter(Artist %in% top$Artist) %>% 
  group_by(Season, Artist) %>% 
  count() %>% 
  ungroup() %>% 
  group_by(Artist) %>%
  mutate(order_n = sum(n)) %>%
  arrange(desc(order_n)) %>% 
  ungroup() %>% 
  mutate(Season = as.factor(`Season`),
         Artist = reorder(Artist, -order_n)) %>% 
  #mutate(Artist = reorder(Artist, -n)) %>% 
  plot_ly(
    x = ~Artist,
    y = ~n,
    type = "bar",
    height = 550,
    width = 900,
    name = ~paste("Season ", Season),
    hoverinfo = 'text',
    legend = ~Season, 
    color = ~Season,
    colors = "Set2", 
    text = ~paste(
    "Artist:", Artist,
    "<br>Songs Played:", comma(n),
    "<br>Season:", Season
    )
  ) %>% 
  layout(
    #title = "Top 30 Most Frequently Played Artists",
    font = list(family = "Arial"), 
    margin = list(r = 100),
    yaxis = list(title = "Songs Played"), 
    barmode = 'stack',
    xaxis = list(title = "Artist",
                     tickangle = 30)

)

```

##Artist Country of Origin

```{r}

oc_artists = artists %>% 
  filter(artist_mb %in% oc_songs$Artist)

oc_artists %>% 
  mutate(country_mb = if_else(is.na(country_mb), country_lastfm, country_mb)) %>% 
  group_by(country_mb) %>% 
  summarise(distinct_artist = n_distinct(artist_mb)) %>% 
  arrange(desc(distinct_artist)) %>%
  ungroup() %>% 
  mutate(country_mb = reorder(country_mb, -distinct_artist)) %>% 
    plot_ly(
    x = ~country_mb,
    y = ~distinct_artist,
    type = "bar",
    width = 900
    , height = 550, 
    hoverinfo = 'text',
    color = ~country_mb,
    colors = "Set2", 
    text = ~paste(
    "Country:", country_mb,
    "<br>Number of Artists:", comma(distinct_artist))
    ) %>% 
  layout(
    showlegend = FALSE,
    font = list(family = "Arial"), 
    margin = list(r = 100),
    yaxis = list(title = "Artists"), 
    #barmode = 'stack',
    xaxis = list(title = "Country",
                     tickangle = 30)
    )
  

```

##Genres

```{r}

oc_tags = oc_artists %>% 
  mutate(tags = ifelse(is.na(tags_mb), tags_lastfm, tags_mb)
         , country = ifelse(is.na(country_mb), country_lastfm, country_mb)
         ) %>% 
  select(artist_lastfm, country, tags) %>% 
  unnest_tokens(word, tags, token = stringr::str_split, pattern = ";") %>% 
  unique() %>% 
  group_by(word) %>% 
  count() %>% 
  summarise(n = sum(n)) %>% 
  arrange(desc(n)) %>% 
  head(32)

oc_tags = oc_tags[c(-8), ]
oc_tags = oc_tags[c(-18), ]
oc_tags$word = toupper(oc_tags$word)

oc_tags %>% 
  drop_na() %>% 
  mutate(total = length(unique(oc_artists$artist_mb))
         , pct = n/total
         , word = reorder(as.factor(word), n)
         ) %>% 
  plot_ly(
    x = ~n
    , y = ~word
    , mode = "bar"
    , color = ~word
    , colors = "Spectral"
    , showlegend = FALSE
    , width = 900
    , height = 550
    , hoverinfo = "text"
    , text = ~paste(
      n, "or", percent(pct),
      "of artists featured on <br> the O.C. fall under the", word, "genre."
    )
  ) %>% 
  layout(
    xaxis = list(
      title = "Artists"
    )
    , yaxis = list(
      title = "Genre"
    )
    , font = list(family = "Arial")
  )
  

```

